{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"1H0707495_02_rate_0310_tb50_sel.csv\")  \n",
    "\n",
    "dt=50\n",
    "counts = data['RATE']\n",
    "N=len(counts)\n",
    "pnum = np.arange(len(counts))\n",
    "t = [i*dt for i in pnum]\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(t,counts,'b')\n",
    "plt.xlabel(\"TIME(s)\",fontsize=15)\n",
    "plt.ylabel(\"RATE(coount/s)\",fontsize=15)\n",
    "plt.title(\"lightcurve-2002\",fontsize=20)\n",
    "plt.show()    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"1H0707495_081_rate_0310_tb50_sel.csv\")  \n",
    "\n",
    "dt=50\n",
    "counts = data['RATE']\n",
    "N=len(counts)\n",
    "pnum = np.arange(len(counts))\n",
    "t = [i*dt for i in pnum]\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(t,counts,'b')\n",
    "plt.xlabel(\"TIME(s)\",fontsize=15)\n",
    "plt.ylabel(\"RATE(coount/s)\",fontsize=15)\n",
    "plt.title(\"lightcurve-2008-1\",fontsize=20)\n",
    "plt.show()    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"1H0707495_084_rate_0310_tb50_sel.csv\")  \n",
    "\n",
    "dt=50\n",
    "counts = data['RATE']\n",
    "N=len(counts)\n",
    "pnum = np.arange(len(counts))\n",
    "t = [i*dt for i in pnum]\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(t,counts,'b')\n",
    "plt.xlabel(\"TIME(s)\",fontsize=15)\n",
    "plt.ylabel(\"RATE(coount/s)\",fontsize=15)\n",
    "plt.title(\"lightcurve-2008-4\",fontsize=20)\n",
    "plt.show()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"1H0707495_101_rate_0310_tb50_sel.csv\")  \n",
    "\n",
    "dt=50\n",
    "counts = data['RATE']\n",
    "N=len(counts)\n",
    "pnum = np.arange(len(counts))\n",
    "t = [i*dt for i in pnum]\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(t,counts,'b')\n",
    "plt.xlabel(\"TIME(s)\",fontsize=15)\n",
    "plt.ylabel(\"RATE(coount/s)\",fontsize=15)\n",
    "plt.title(\"lightcurve-2010-1\",fontsize=20)\n",
    "plt.show()    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.read_csv(\"1H0707495_102_rate_0310_tb50_sel.csv\")  \n",
    "\n",
    "dt=50\n",
    "counts = data['RATE']\n",
    "N=len(counts)\n",
    "pnum = np.arange(len(counts))\n",
    "t = [i*dt for i in pnum]\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(t,counts,'b')\n",
    "plt.xlabel(\"TIME(s)\",fontsize=15)\n",
    "plt.ylabel(\"RATE(coount/s)\",fontsize=15)\n",
    "plt.title(\"lightcurve-2010-2\",fontsize=20)\n",
    "plt.show()    "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
